{"product_id":"optimize-ai-ranking-scripts-for-claude-code-repos","title":"Optimize AI Ranking Scripts for Claude Code Repos","description":"\u003ch3\u003eOptimize AI Ranking Scripts for Claude Code Repos\u003c\/h3\u003e\n\n\u003cp\u003eThis skill maintains and improves the scripts responsible for generating the star-ranked \"Awesome Claude Code\" README in repositories. It supports the editing and tuning of the scripts used in fetching, rendering, and configuring ranked listings, particularly through the files \u003ccode\u003ehelpers\/fetch.py\u003c\/code\u003e, \u003ccode\u003ehelpers\/render.py\u003c\/code\u003e, and \u003ccode\u003ehelpers\/config.json\u003c\/code\u003e. It also facilitates classification audits to curate content and fix false positives, ensuring accurate categorization and layout management.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003ePerforms an exhaustive, star-bucketed sweep of public repositories, ensuring comprehensive discovery and coverage.\u003c\/li\u003e\n  \u003cli\u003eGenerates and maintains \u003ccode\u003ehelpers\/repos.json\u003c\/code\u003e as the single source of truth, listing metadata for repositories meeting the minimum stars requirement.\u003c\/li\u003e\n  \u003cli\u003eAutomates classification to identify out-of-scope entries, recorded in \u003ccode\u003ehelpers\/out_of_scope.json\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003eConducts classification audits to improve scope filters, addressing false positives and curating the filtered JSON effectively.\u003c\/li\u003e\n  \u003cli\u003eFacilitates the organization and layout adjustments of auto-generated README files in alignment with agreed ranking rules.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eDesigned for developers and teams utilizing AI coding agents like Claude Code, Cursor, and Codex, who require a system for organizing and managing star-ranked repositories effectively within the MCP ecosystem.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEnsuring reliable and accurate star-ranking of repositories to highlight impactful AI agent skills.\u003c\/li\u003e\n  \u003cli\u003eStreamlining the curation process of repositories, eliminating the need for manual inclusion.\u003c\/li\u003e\n  \u003cli\u003eMaintaining consistent formatting and layout of README files across multiple repository entries.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eExploits GitHub Search API to perform exhaustive searches, ensuring no relevant repositories are missed.\u003c\/li\u003e\n  \u003cli\u003eUtilizes Python scripts located in \u003ccode\u003ehelpers\/fetch.py\u003c\/code\u003e, \u003ccode\u003ehelpers\/render.py\u003c\/code\u003e, and \u003ccode\u003ehelpers\/config.json\u003c\/code\u003e for data fetching, rendering, and configuration tasks.\u003c\/li\u003e\n  \u003cli\u003eConducts classification audits to support the refinement of scope filters and improve overall accuracy.\u003c\/li\u003e\n  \u003cli\u003eAutomation excludes daily refresh tasks, which are managed by a pre-configured CI cron.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003ecooler333\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/cooler333\/cool-claude-code\" rel=\"nofollow noopener\" target=\"_blank\"\u003ecooler333\/cool-claude-code\u003c\/a\u003e) and distributed under \u003cstrong\u003eCC0-1.0\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003eReleased into the public domain under CC0 1.0; you may use, modify and redistribute it without restriction.\u003c\/p\u003e\n\u003cp\u003eYour purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":52839881933111,"sku":"MCP-COOLER333-COOL-CLAUDE-CODE-MAINTAIN-RANKING-SCRIPTS","price":28.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/jfFRSo8fVp62qIEunuFUW_a34e0b9e1cc842e590c3595ca956529c.jpg?v=1786698276","url":"https:\/\/mcpcart.com\/products\/optimize-ai-ranking-scripts-for-claude-code-repos","provider":"SPF PRO","version":"1.0","type":"link"}